Company Filing History:
Years Active: 2020-2023
Title: Hyejung Kim: Innovator in Neural Network Technologies
Introduction
Hyejung Kim is a prominent inventor based in Murphy, Texas, known for his significant contributions to the field of neural networks. With a total of three patents to his name, Kim has been at the forefront of developing innovative technologies that enhance the efficiency and performance of deep learning systems.
Latest Patents
One of Hyejung Kim's latest patents is titled "Convolution Streaming Engine for Deep Neural Networks." This invention provides a method, an electronic device, and a computer-readable medium that includes receiving an input into a neural network featuring a kernel. The method generates multiple panel matrices during a convolution operation based on different portions of the input. Additionally, it combines each of the panel matrices with the kernel to produce an output, utilizing a moving window of the input that corresponds to the kernel size.
Another notable patent is "Dynamic Memory Mapping for Neural Networks." This method maps a plurality of feature maps of a neural network onto a memory hierarchy. It includes mapping the first feature map to a memory with available space for quick access. When the first feature map expires, it is removed from the memory used for storage, optimizing memory usage in neural network applications.
Career Highlights
Hyejung Kim is currently employed at Samsung Electronics Co., Ltd., where he continues to push the boundaries of technology in the field of artificial intelligence and machine learning. His work has been instrumental in advancing the capabilities of neural networks, making them more efficient and effective for various applications.
Collaborations
Throughout his career, Kim has collaborated with talented individuals such as Chenchi Luo and Seok-Jun Lee. These partnerships have fostered innovation and contributed to the development of cutting-edge technologies in the realm of neural networks.
Conclusion
Hyejung Kim's contributions to neural network technologies through his patents and work at Samsung Electronics Co., Ltd. highlight his role as a leading inventor in the field. His innovative methods are paving the way for advancements in artificial intelligence and machine learning.